Second, in Section REF , we characterize the AP-test for the widely used TS bandit algorithm, whose optimal (regret) properties have been extensively studied [1]}, [2]}. Existing theoretical results on TS allow us to motivate the test for finite samples as well as to derive asymptotic properties for our test (more specifically, its statistical power) when applied to TS.
